整体特征通道识别的自适应孪生网络跟踪算法

宋鹏,杨德东,李畅,郭畅

An adaptive siamese network tracking algorithm based on global feature channel recognition

Peng SONG,De-dong YANG,Chang LI,Chang GUO

表 3 10种跟踪算法在OTB上11种属性的成功率

Tab.3 Success rate of ten tracking algorithms on eleven attributes of OTB

算法 光照变化 面内旋转 低分辨率 遮挡 面外旋转 出视野 尺度变化 快速移动 背景干扰 运动模糊 形变 CFNET 0.551 0.572 0.576 0.542 0.547 0.423 0.552 0.558 0.565 0.514 0.510 SiamFC 0.574 0.557 0.592 0.547 0.558 0.506 0.556 0.568 0.523 0.550 0.510 SiamTri 0.585 0.580 0.634 0.554 0.563 0.543 0.567 0.585 0.542 0.567 0.504 LMCF 0.601 0.543 0.450 0.554 0.553 0.539 0.519 0.551 0.606 0.561 0.525 DSiamM 0.608 0.599 0.606 0.583 0.599 0.509 0.576 0.579 0.589 0.562 0.544 Staple 0.596 0.552 0.418 0.545 0.531 0.481 0.518 0.537 0.574 0.546 0.552 ECO-HC 0.615 0.567 0.562 0.605 0.594 0.549 0.599 0.614 0.618 0.616 0.601 DeepSRDCF 0.624 0.589 0.475 0.603 0.607 0.553 0.607 0.628 0.627 0.642 0.567 SiamDW 0.656 0.611 0.607 0.598 0.615 0.588 0.625 0.627 0.596 0.659 0.608 本研究算法 0.666 0.633 0.585 0.618 0.642 0.582 0.636 0.648 0.636 0.669 0.638